multivariable.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd \n",
    "import matplotlib.pyplot as plt\n",
    "from scipy import stats\n",
    "import seaborn as sns\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.style.use(\"ggplot\")\n",
    "plt.rcParams[\"figure.figsize\"] = (15,8)\n",
    "plt.rcParams[\"figure.autolayout\"] = True"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Year                                                                float64\n",
       "Unnamed: 1                                                          float64\n",
       "Under-five deaths (number)                                          float64\n",
       "Neonatal mortality rate (deaths per 1,000 live births)              float64\n",
       "Neonatal deaths (number)                                            float64\n",
       "Infant mortality rate (deaths per 1,000 live births)                float64\n",
       "Under-five mortality rate, by sex (deaths per 1,000 live births)    float64\n",
       "Maternal Mortality Ratio (deaths per 100,000 live births)             int64\n",
       "Adolescent Birth Rate (births per 1,000 women ages 15-19)           float64\n",
       "Unnamed: 9                                                          float64\n",
       "Unnamed: 10                                                         float64\n",
       "Unnamed: 11                                                         float64\n",
       "Unnamed: 12                                                         float64\n",
       "Unnamed: 13                                                         float64\n",
       "Unnamed: 14                                                         float64\n",
       "Unnamed: 15                                                         float64\n",
       "Unnamed: 16                                                         float64\n",
       "Unnamed: 17                                                         float64\n",
       "Unnamed: 18                                                         float64\n",
       "Unnamed: 19                                                         float64\n",
       "Unnamed: 20                                                         float64\n",
       "Unnamed: 21                                                         float64\n",
       "Unnamed: 22                                                         float64\n",
       "Unnamed: 23                                                         float64\n",
       "Unnamed: 24                                                         float64\n",
       "Unnamed: 25                                                         float64\n",
       "Unnamed: 26                                                         float64\n",
       "Unnamed: 27                                                         float64\n",
       "Unnamed: 28                                                         float64\n",
       "Unnamed: 29                                                         float64\n",
       "Unnamed: 30                                                         float64\n",
       "Unnamed: 31                                                         float64\n",
       "Unnamed: 32                                                         float64\n",
       "Unnamed: 33                                                         float64\n",
       "Unnamed: 34                                                         float64\n",
       "Unnamed: 35                                                         float64\n",
       "Unnamed: 36                                                         float64\n",
       "Unnamed: 37                                                         float64\n",
       "Unnamed: 38                                                         float64\n",
       "Unnamed: 39                                                         float64\n",
       "Unnamed: 40                                                         float64\n",
       "dtype: object"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(\"/Users/prajwalchand/Desktop/MapTheSystem/DataSets/Final Data Set.csv\")\n",
    "\n",
    "df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Year                                                                float64\n",
       "Under-five mortality rate, by sex (deaths per 1,000 live births)    float64\n",
       "Infant mortality rate (deaths per 1,000 live births)                float64\n",
       "Neonatal mortality rate (deaths per 1,000 live births)              float64\n",
       "Adolescent Birth Rate (births per 1,000 women ages 15-19)           float64\n",
       "Maternal Mortality Ratio (deaths per 100,000 live births)             int64\n",
       "dtype: object"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(\"/Users/prajwalchand/Desktop/MapTheSystem/DataSets/Final Data Set.csv\")\n",
    "columns = [\"Year\",\"Under-five mortality rate, by sex (deaths per 1,000 live births)\", \"Infant mortality rate (deaths per 1,000 live births)\",\"Neonatal mortality rate (deaths per 1,000 live births)\", \"Adolescent Birth Rate (births per 1,000 women ages 15-19)\",\"Maternal Mortality Ratio (deaths per 100,000 live births) \"]\n",
    "df=df.reindex(columns=columns)\n",
    "df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='Year'>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.set_index(\"Year\").plot()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index(['Year',\n",
      "       'Under-five mortality rate, by sex (deaths per 1,000 live births)',\n",
      "       'Infant mortality rate (deaths per 1,000 live births)',\n",
      "       'Neonatal mortality rate (deaths per 1,000 live births)',\n",
      "       'Adolescent Birth Rate (births per 1,000 women ages 15-19)',\n",
      "       'Maternal Mortality Ratio (deaths per 100,000 live births) '],\n",
      "      dtype='object')\n"
     ]
    }
   ],
   "source": [
    "print( df.columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 161,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x128935270>"
      ]
     },
     "execution_count": 161,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1728x360 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "sns.pairplot(df, x_vars=[\"Under-five mortality rate, by sex (deaths per 1,000 live births)\", \"Infant mortality rate (deaths per 1,000 live births)\",\"Neonatal mortality rate (deaths per 1,000 live births)\",\"Maternal Mortality Ratio (deaths per 100,000 live births) \"], y_vars=\"Adolescent Birth Rate (births per 1,000 women ages 15-19)\", height=5, aspect=1.2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 162,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    Under-five mortality rate, by sex (deaths per 1,000 live births)  \\\n",
      "0                                                79.1                  \n",
      "1                                                74.6                  \n",
      "2                                                70.4                  \n",
      "3                                                66.4                  \n",
      "4                                                62.7                  \n",
      "5                                                59.4                  \n",
      "6                                                56.3                  \n",
      "7                                                53.4                  \n",
      "8                                                50.8                  \n",
      "9                                                48.3                  \n",
      "10                                               45.9                  \n",
      "11                                               43.6                  \n",
      "12                                               41.5                  \n",
      "13                                               39.4                  \n",
      "14                                               37.4                  \n",
      "15                                               35.5                  \n",
      "16                                               33.7                  \n",
      "17                                               32.1                  \n",
      "18                                               30.6                  \n",
      "19                                               29.3                  \n",
      "20                                               28.2                  \n",
      "21                                                NaN                  \n",
      "\n",
      "    Infant mortality rate (deaths per 1,000 live births)  \\\n",
      "0                                                58.7      \n",
      "1                                                55.8      \n",
      "2                                                53.1      \n",
      "3                                                50.6      \n",
      "4                                                48.2      \n",
      "5                                                45.9      \n",
      "6                                                43.8      \n",
      "7                                                41.9      \n",
      "8                                                40.1      \n",
      "9                                                38.3      \n",
      "10                                               36.6      \n",
      "11                                               35.0      \n",
      "12                                               33.5      \n",
      "13                                               32.0      \n",
      "14                                               30.5      \n",
      "15                                               29.2      \n",
      "16                                               27.8      \n",
      "17                                               26.6      \n",
      "18                                               25.5      \n",
      "19                                               24.5      \n",
      "20                                               23.6      \n",
      "21                                                NaN      \n",
      "\n",
      "    Neonatal mortality rate (deaths per 1,000 live births)  \\\n",
      "0                                                39.3        \n",
      "1                                                37.8        \n",
      "2                                                36.3        \n",
      "3                                                34.9        \n",
      "4                                                33.5        \n",
      "5                                                32.2        \n",
      "6                                                31.0        \n",
      "7                                                29.8        \n",
      "8                                                28.7        \n",
      "9                                                27.6        \n",
      "10                                               26.5        \n",
      "11                                               25.4        \n",
      "12                                               24.3        \n",
      "13                                               23.3        \n",
      "14                                               22.4        \n",
      "15                                               21.3        \n",
      "16                                               20.2        \n",
      "17                                               19.2        \n",
      "18                                               18.3        \n",
      "19                                               17.5        \n",
      "20                                               16.9        \n",
      "21                                                NaN        \n",
      "\n",
      "    Adolescent Birth Rate (births per 1,000 women ages 15-19)  \\\n",
      "0                                             117.956           \n",
      "1                                             116.892           \n",
      "2                                             113.262           \n",
      "3                                             112.962           \n",
      "4                                             105.840           \n",
      "5                                             100.360           \n",
      "6                                              95.029           \n",
      "7                                              88.503           \n",
      "8                                              84.318           \n",
      "9                                              81.724           \n",
      "10                                             78.300           \n",
      "11                                             77.691           \n",
      "12                                             78.635           \n",
      "13                                             78.894           \n",
      "14                                             78.944           \n",
      "15                                             77.024           \n",
      "16                                             73.771           \n",
      "17                                             70.165           \n",
      "18                                             67.469           \n",
      "19                                             66.239           \n",
      "20                                             64.938           \n",
      "21                                             63.837           \n",
      "\n",
      "    Maternal Mortality Ratio (deaths per 100,000 live births)   \n",
      "0                                                 553           \n",
      "1                                                 521           \n",
      "2                                                 520           \n",
      "3                                                 470           \n",
      "4                                                 447           \n",
      "5                                                 415           \n",
      "6                                                 386           \n",
      "7                                                 361           \n",
      "8                                                 342           \n",
      "9                                                 323           \n",
      "10                                                305           \n",
      "11                                                285           \n",
      "12                                                266           \n",
      "13                                                248           \n",
      "14                                                231           \n",
      "15                                                236           \n",
      "16                                                200           \n",
      "17                                                186           \n",
      "18                                                186           \n",
      "19                                                186           \n",
      "20                                                186           \n",
      "21                                                186           \n"
     ]
    }
   ],
   "source": [
    "print(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 165,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 165,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use(\"ggplot\")\n",
    "plt.rcParams[\"figure.figsize\"] = (10,8)\n",
    "plt.rcParams[\"figure.autolayout\"] = True\n",
    "columns = [\"Under-five mortality rate, by sex (deaths per 1,000 live births)\", \"Infant mortality rate (deaths per 1,000 live births)\",\"Neonatal mortality rate (deaths per 1,000 live births)\", \"Adolescent Birth Rate (births per 1,000 women ages 15-19)\",\"Maternal Mortality Ratio (deaths per 100,000 live births) \"]\n",
    "df=df.reindex(columns=columns)\n",
    "\n",
    "sns.heatmap(df.corr(), annot=True, cmap=sns.cubehelix_palette(as_cmap=True), linewidth=.5, )"
   ]
  }
 ],
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